{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "import cv2\n",
    "import random\n",
    "import numpy as np\n",
    "import tensorflow as tf\n",
    "import matplotlib.pylab as plt\n",
    "from PIL import Image\n",
    "from loss import compute_loss\n",
    "from MonodepthNetwork import MonodepthNetwork\n",
    "from tensorflow.keras.preprocessing.image import ImageDataGenerator\n",
    "from utils import split_lr_disp\n",
    "gpus = tf.config.experimental.list_physical_devices('GPU')\n",
    "tf.config.experimental.set_memory_growth(gpus[0], True)\n",
    " \n",
    "###########################读取driving数据\n",
    "\n",
    "path = \"F:/dataset/driving/frames_cleanpass/15mm_focallength/scene_forwards/slow\"\n",
    "pathd = \"F:/dataset/driving/disparity_img/15mm_focallength/scene_forwards/slow\"\n",
    "\n",
    "\n",
    "def trainGenerator(batch_size):\n",
    "\n",
    "    aug_dict = dict(horizontal_flip=True,\n",
    "                        fill_mode='nearest')\n",
    "    \n",
    "    left_datagen = ImageDataGenerator(**aug_dict)\n",
    "    right_datagen = ImageDataGenerator(**aug_dict)\n",
    "    deep_datagen = ImageDataGenerator(**aug_dict)\n",
    "    left_image = left_datagen.flow_from_directory(path,classes=['left'],color_mode = \"rgb\",\n",
    "        target_size = (256, 512),class_mode = None,batch_size = batch_size, seed=3)\n",
    "    \n",
    "    right_image = right_datagen.flow_from_directory(path,classes=['right'],color_mode = \"rgb\",\n",
    "        target_size = (256, 512),class_mode = None,batch_size = batch_size, seed=3)\n",
    "    \n",
    "#     deep_right = right_datagen.flow_from_directory(pathd,classes=['right'],color_mode = \"grayscale\",\n",
    "#         target_size = (256, 512),class_mode = None,batch_size = batch_size, seed=3)\n",
    "    \n",
    "    deep_left = deep_datagen.flow_from_directory(pathd,classes=['left'],color_mode = \"grayscale\",\n",
    "        target_size = (256, 512),class_mode = None,batch_size = batch_size, seed=3)\n",
    "\n",
    "    train_generator = zip(left_image, right_image, deep_left)\n",
    "    for (left,right,deepl) in train_generator:\n",
    "        left = left/255.\n",
    "        right = right/255.  \n",
    "        deepl = deepl/255.\n",
    "        yield (left,right,deepl)\n",
    "        \n",
    "################################显示图片\n",
    "\n",
    "def show_single_image(img_arr):\n",
    "    plt.imshow(img_arr,cmap='hot')\n",
    "    plt.axis('on')\n",
    "    plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "################################超参\n",
    "    \n",
    "batch_size=6\n",
    "model = MonodepthNetwork()\n",
    "optimizer = tf.keras.optimizers.Adam(lr = 1e-4)\n",
    "writer = tf.summary.create_file_writer(\"./log\")\n",
    "trainset = trainGenerator(batch_size)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found 800 images belonging to 1 classes.\n",
      "Found 800 images belonging to 1 classes.\n",
      "Found 800 images belonging to 1 classes.\n",
      "WARNING:tensorflow:From C:\\Users\\ZZK\\Anaconda3\\envs\\learn\\lib\\site-packages\\tensorflow\\python\\ops\\math_grad.py:1220: add_dispatch_support.<locals>.wrapper (from tensorflow.python.ops.array_ops) is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "Use tf.where in 2.0, which has the same broadcast rule as np.where\n",
      "EPOCH  0 STEP   0 total_loss 0.691706 image_loss 2.952287 disp_gradient_loss 0.000685 lr_loss 0.691706\n",
      "EPOCH  0 STEP   1 total_loss 0.682254 image_loss 2.664917 disp_gradient_loss 0.000606 lr_loss 0.682254\n",
      "EPOCH  0 STEP   2 total_loss 0.438679 image_loss 2.843147 disp_gradient_loss 0.000525 lr_loss 0.438679\n",
      "EPOCH  0 STEP   3 total_loss 0.417676 image_loss 2.432384 disp_gradient_loss 0.000439 lr_loss 0.417676\n",
      "EPOCH  0 STEP   4 total_loss 0.351751 image_loss 2.284567 disp_gradient_loss 0.000396 lr_loss 0.351751\n",
      "EPOCH  0 STEP   5 total_loss 0.356044 image_loss 2.658093 disp_gradient_loss 0.000476 lr_loss 0.356044\n",
      "EPOCH  0 STEP   6 total_loss 0.337218 image_loss 2.782756 disp_gradient_loss 0.000434 lr_loss 0.337218\n",
      "EPOCH  0 STEP   7 total_loss 0.300758 image_loss 2.353403 disp_gradient_loss 0.000371 lr_loss 0.300758\n",
      "EPOCH  0 STEP   8 total_loss 0.277242 image_loss 2.504038 disp_gradient_loss 0.000364 lr_loss 0.277242\n",
      "EPOCH  0 STEP   9 total_loss 0.234760 image_loss 2.474007 disp_gradient_loss 0.000361 lr_loss 0.234760\n",
      "EPOCH  0 STEP  10 total_loss 0.204481 image_loss 2.427487 disp_gradient_loss 0.000354 lr_loss 0.204481\n",
      "EPOCH  0 STEP  11 total_loss 0.164839 image_loss 2.163399 disp_gradient_loss 0.000278 lr_loss 0.164839\n",
      "EPOCH  0 STEP  12 total_loss 0.124262 image_loss 1.928264 disp_gradient_loss 0.000235 lr_loss 0.124262\n",
      "EPOCH  0 STEP  13 total_loss 0.118829 image_loss 2.474377 disp_gradient_loss 0.000249 lr_loss 0.118829\n",
      "EPOCH  0 STEP  14 total_loss 0.098332 image_loss 1.820488 disp_gradient_loss 0.000173 lr_loss 0.098332\n",
      "EPOCH  0 STEP  15 total_loss 0.085101 image_loss 2.381200 disp_gradient_loss 0.000188 lr_loss 0.085101\n",
      "EPOCH  0 STEP  16 total_loss 0.068006 image_loss 2.479262 disp_gradient_loss 0.000164 lr_loss 0.068006\n",
      "EPOCH  0 STEP  17 total_loss 0.056710 image_loss 1.890746 disp_gradient_loss 0.000110 lr_loss 0.056710\n",
      "EPOCH  0 STEP  18 total_loss 0.045663 image_loss 2.174414 disp_gradient_loss 0.000097 lr_loss 0.045663\n",
      "EPOCH  0 STEP  19 total_loss 0.035824 image_loss 2.036969 disp_gradient_loss 0.000074 lr_loss 0.035824\n",
      "EPOCH  0 STEP  20 total_loss 0.029602 image_loss 2.112489 disp_gradient_loss 0.000063 lr_loss 0.029602\n",
      "EPOCH  0 STEP  21 total_loss 0.024737 image_loss 2.079444 disp_gradient_loss 0.000052 lr_loss 0.024737\n",
      "EPOCH  0 STEP  22 total_loss 0.021469 image_loss 1.957964 disp_gradient_loss 0.000040 lr_loss 0.021469\n",
      "EPOCH  0 STEP  23 total_loss 0.018237 image_loss 2.126728 disp_gradient_loss 0.000035 lr_loss 0.018237\n",
      "EPOCH  0 STEP  24 total_loss 0.015111 image_loss 2.136501 disp_gradient_loss 0.000030 lr_loss 0.015111\n",
      "EPOCH  0 STEP  25 total_loss 0.013014 image_loss 2.021549 disp_gradient_loss 0.000027 lr_loss 0.013014\n",
      "EPOCH  0 STEP  26 total_loss 0.011370 image_loss 1.847086 disp_gradient_loss 0.000022 lr_loss 0.011370\n",
      "EPOCH  0 STEP  27 total_loss 0.010111 image_loss 2.048943 disp_gradient_loss 0.000021 lr_loss 0.010111\n",
      "EPOCH  0 STEP  28 total_loss 0.009182 image_loss 2.153980 disp_gradient_loss 0.000019 lr_loss 0.009182\n",
      "EPOCH  0 STEP  29 total_loss 0.008473 image_loss 2.030599 disp_gradient_loss 0.000018 lr_loss 0.008473\n",
      "EPOCH  0 STEP  30 total_loss 0.007704 image_loss 2.049099 disp_gradient_loss 0.000017 lr_loss 0.007704\n",
      "EPOCH  0 STEP  31 total_loss 0.007194 image_loss 2.357862 disp_gradient_loss 0.000016 lr_loss 0.007194\n",
      "EPOCH  0 STEP  32 total_loss 0.006640 image_loss 1.773499 disp_gradient_loss 0.000015 lr_loss 0.006640\n"
     ]
    }
   ],
   "source": [
    "\n",
    "################################训练\n",
    "\n",
    "# model.load_weights(\"./weight\")\n",
    "# optimizer = tf.keras.optimizers.Adam(lr = 1e-4)\n",
    "for epoch in range(1):\n",
    "    for step in range(33):\n",
    "        with tf.GradientTape() as tape:\n",
    "            left_images, right_images ,left_deep = next(trainset)\n",
    "            lr_disp = model(left_images, training=True)\n",
    "            image_loss, disp_gradient_loss, lr_loss = compute_loss(left_images, right_images, lr_disp)\n",
    "            total_loss = image_loss + disp_gradient_loss + lr_loss\n",
    "            gradients = tape.gradient(total_loss, model.trainable_variables)\n",
    "            optimizer.apply_gradients(zip(gradients, model.trainable_variables))\n",
    "            print(\"EPOCH %2d STEP %3d total_loss %.6f image_loss %.6f disp_gradient_loss %.6f lr_loss %.6f\" %(\n",
    "                    epoch, step, total_loss.numpy(), image_loss.numpy(), disp_gradient_loss.numpy(), lr_loss.numpy()))\n",
    "            model.save_weights(\"./weight\")\n",
    "\n",
    "            # writing summary data\n",
    "#             global_steps = step + epoch * 5000\n",
    "#             with writer.as_default():\n",
    "#                 tf.summary.scalar(\"loss/total_loss\", total_loss, step=global_steps)\n",
    "#                 tf.summary.scalar(\"loss/image_loss\", image_loss, step=global_steps)\n",
    "#                 tf.summary.scalar(\"loss/gradient_loss\", disp_gradient_loss, step=global_steps)\n",
    "#                 tf.summary.scalar(\"loss/lr_loss\", lr_loss, step=global_steps)\n",
    "#             writer.flush()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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kJN8gRVweDxhvXA/GSn6EsddvnbD0zTlpuPSalq+1GrDCuEoiN5FNRRqeFyd3+uQrCoJ3HFF6Tv4pV1EpWGnqKBlPIvWMNBK0wMmaS9GanSZXH2vCl/dPeck9AHRNlkuTirVypHCaoLmN4gzmcTwB+o6uGQvJdycTc/UMl+LpGm9MTXXDkepoy5DkmNQaQ2CVdodNIqVqA2xptVSFx/uf5Q7IiUiqIuSyXdZF+qlLMgZ01UZKWudpSCqesu90nZMPfWqboeQqAtDL1iY2GZ8MsdaqZcbiAJ0EnDMIy5WPZXzl6igtn9SqjTiLu1hKHpKeSpp6jHsp8VUJHYgGoNPjZFCyp2aFiMB0fpm5jIpFa9hloen9dgW7eE8WVn2vKTULr4NFFDPlT8ublv3ymAIocWSZmgQJ5ZoVLusm66nVV+alTbSyPlR/LR95r5zg+WRI0rMlZWt142m1cF6H3MpAC9M4TvvO3Sdp1cBXDnObARIYiSQf8dez7mhQMrpyn3hNgpfh2jWJUu+aiu1BSoLMpcvt2NXiynK1ONJuoNkP+MC1dsdq0CT1CTqdMZ8AqA5Sry3TUj3AvnNjrBWPEykvQxtvlhGU6kyTF/eJ11RHkoi5ygno7n+C/PPVeIPfr9Zm2uqJt5P2/Hi75FY6dHgZHXFM7pgHaM+vkXocA6OR5FM6N0uaGRJSJVQxj22yAViSpQYuUQ793C3plrvPWSTIhZeUNK8ZWTnR8bgQcfgnfbeIU4tnQXq8eNRfltTL1Vkclo1CXudxrLqmuEerj7wvS7C0bC5yFSO5h/5ILXWETn0zQyP4XgK27ViD5hFpBg/tYVkdwkLKMJeT/LW8cpLcrmKV99nHQyaH3DLfWprn6nHs3SCgSbB0X5p+m8ien60u9c18HFj502/a3i+Np/K+LNLRfnsnPkluvFzN5qNNJLJNpecLxZH3oenj5fjWJketvprNIbWq0upt1VXTxVM4N8xKjyvSyfNDz0qk85GQfCd9aGoZS1VjqW+gxJFlaXE1lOgaK/pjXW2a0hOXwJLGtPIsEpXqD2kIpTjkiWMt9eUEwOvFkZpIuSrJSyCpuHRNErws3zL6p8a0VI/ICZQMnx5hUFslyUnYQ/RUFxluPRM+EVkTgKUGOobzQY2E5Jt3fC+jMvHq3735ViLfXaxi1SBhrRQ1nTiFH4i0FIerXrQJgT75uOHnu0s3TA38upR6IcKtVYIW7lHVyDJlflp8Drn71SJ4umZNvNqKIbV68sCS9OV12eY8DZ/kSRg+AhZ1cgZGopPXIR/GKgfmTPxV7C6Gfr5eqZOg6YGlYZOMpFp+PEyqRcjwOmNhgH3PlgrHe13WQ44fKb1ye0SqPC8x8VU+pePtyFdEPC5XjUjkdPSp1aD1zLS48ruloiYe5N9dFW0xEkm+q7w8IVBTrZQO0pw0seygL111rANe33evC92y5aZc10r99EvuLaULpvrk3Oq0fFPQdP3SHS+nptAkQC0spU7MSZFeAreMngTNk4h7tWhqkFw9Us+Ok6L0GOL2DW1HcOoZS/UI/5SwVjs8L80Fk6ex1DwUX6q7uOfRVWDz73gthYfE5UNKPbDSjluCMZK6hLeOQ9+LdxAtU4dl7s1Lnjn06T/evptLq4VpxssSr5HS++eQBlBpP9Dip7yLqE6WhM7zkMSfU01ZRmFNPaQRteX+uaxKhE/8su20F0BNeYQMRkLywdXJctKPVwfvHaDbQObbgjG15bKkNsWibldKZdoKQVsx5KQ5JK5rXiRaWiu951qqrWTdpZqBwlMukBq0lUIujBMteSdxg+mUpaM6H2F+guLQ2tXyApJ1lj75uYmBl7XHPnleUu0EwC3Jj1InbxFzqeQ+VoJfhmAqhoFHb5pCrh9JQk+pCjz9YWr88TJS5WhxPdekJMv/LJ22zLfPqkcz+EKEpTaOWV4z9DdV0gC2ioUTfk7tI+vbZwVn6efnyt4unXw8XjJpHc7TSYb2mCjV05ZgTFJtxTBI6V/p+lR8L+0HKck9V68SfbQn7xy/aJ5FqRWBx9YgkTLwpuLSby4tW+X1eVbLuKCmJixaQR7fn5PkRyPJU0PKmcuKu43oM7ArtgdS8pso3ykel4T76udLVgC8XrKu8lpJHVLleeuXyg/QjyTYM75LaXuP/UnkjKeUT+kElLsuBdiclkKzX5Q8q6Uk+RDCo+hew3ojxng+hHArgN8CcDeARwH84xjj1/qWkTLMeOL1RSXjkwcPOdGg58SjScH8pRbA/BlMktwPWLhX2k7p6DVIW4HHPpBbkWj1sby1rDb1SPfc7ZHCLV26rIfFC5aen9KkfP2ts3NSKJn4eBq61ymad8HOwF4B6DxPfghJ/jtijPfGGM+3v98O4MEY4z0AHmx/ZxDnfnmNMpb030di9urb+qJEBywHUd86bdtE5dEtW3Gta1q6ZfTjdF0egy3T8aNm6bokV/p9PVGn3GpW5umRsKVePZW/Fi5XKTJPLX/tGrBYJxkmIdUnXBLOrQqkBC19+2dYJPgSqZyjTzp+T1q8hTw3eNTwGwG8q/3+LgDf16cang4/tNvbukjRs0SVcem79tv6k3HGBo2o+07O9L0PcaXipCZaKZVrKhktD1lnTW2TkvxSdSodEyUTC+WfmmB5vJz0zttMi59Kr3m+5OC1s/ENXZ5zqoYcW9Y4mGJ+UpoCbvZeluQjgN8PIXwkhHB/G/aSGOOXAKD9fLGWMIRwfwjhoRDCQxcvXjt28JezNIe1FLR+Ux7aDL1OeCRLLVxKf7k0OW8HnjZH/tZ17Xdu8rHy1qTakntNfU9JlRYsiVjWFcp3DzRpXl6TdcnVs089lgG1Ra5M6/mn0nqEGJkXQW4cyk1UQMcJKZ299MyxoNUvlyYFfm+k6uMrxwPAfazBst41r40xPh5CeDGAD4YQ/tybMMb4AIAHAOD8+ZfE2Rf0czN5pyrpMCVY1SDpk+8yJJIjstTgyuW7TD5cKrWk1ZxUlpIY+XUPmVt5Suk5J1lb370CRU5o0a5rUnBu9WK1Z6nUz9P2RWqFIuPxs3xyeWi7ZbV7tNJ6j1rwaAM0Q62mx7fagqR28pnnLw7h4eouKQVLCbcxxsfbzycA/C6AVwP4SgjhdgBoP5/I59Q13RSLL+z2So92rvrvlCTrRUpi7TuIlsE6pbpSeCeHknvwrDZy4SX9gl/jz56/oIKfHQPMk45Mz6+niFqWKdNbaUoNoVb5/FODZxUp80xJ6AfQ70GT9LW8pUpnqoRPofujayg5odMrNFmTlAyTAtDxjuJVH1AWQjgTQjhL3wF8D4CHAbwPwH1ttPsAvNebJ3+NmdVpSgggdXNDkeEmiLxiWPBdkH1A6bi0ljuJUTOuWauZSeIvV6eUEOKFNLJqGEJg4mWUrmh5+V67QQn6rs6QSCefe6nDiRfLqGteAuB3QwiUz2/EGP9HCOHDAN4TQngrgC8A+MF8VnvH7y/U9FiWfyifiTXVjdf9sg8sCYLqMlQ5FeuD93lN0LlISntPLg/qp9ry3bIJWJKsTKPFl2n5OFmHgOJVqfLJyLJbaHlr5VhtQdc0w60G7egEHj7EufupNJrap4+arTfJxxg/B+CblPAnAXxXaX6csKlBrmPRPYrH1757UKLLL2nUZQdNnRQ2g9JBKCV1mUfOuJjKNxWukVqK9KUaSFMLrZrwS/q0NiFJ8s7ZHvjnsipUS0hM7Y6V9VkGVtsd779wWnVHsuP1CIdoDAw0S3LVzdxWXiwub6zlpHUEaGnHK9H5pvL2nndSsV4McSSGpp7RJDH+SXG8fVIKNildvBVH2gescjx6+CGQWqVoK5pUfWi/AT+3y1ol5SaDFMj4KbUOUmXE4fW00fKQ6Y7gPpsMwGhIvnGffBqLG0yk8UFrRKtDpg4KykHmWarbLO04VYpfP3gf6jsQrHRe3WyJtFkansp/XatTjxdNSVxPfXLcwO+/9P60IwaG3m2f6pfEjyVljuSAssNjH3kuwfPPCeaNybRktg4eWrbhS1Q6EutOV9EPvL2lqjD3/OX1kv4mX09HfTanX9ckXaljt9Q3GkonjT6qnSH7tFQ3aSrbXBtaddLSa/fpfc65trKek1Q5afEnaPvpmjZDDYTZnIpGzr6lhD3EzLoqXaVHn1eSrmJ59NnFmLue2zjDYZ2Dw+1RuQknRSaSLKQ6Jqea4WMhp+KwiClFrCXoM2mVruBz8a3NU30gn11utTLnCeYkhZFI8vu4FcBpLOrkLcMrXZNvjNGk+NRDkwYbGX8ISSR12p12D1p6T6eytmJX6ODtKnWsJW24qvZOvZCa4BFGrFVJTsdv5e0lWsueZalKvOoYLR751XvqqEEzWFuwfNo592h9QnrlaOVoLziR5RxrPJzkNBKSn2IC4Fz7i87dOQJwDbYBwgrT9GY5pB5yaslcCt4ZvOQwZDzZJnVCyD8Pz47IPi5yuTQpNYwVN3fNoxJaRlUpYRmHrXKXzXNZaIZa+u3hFSlkavZFfk06j8h6eFZMOYyE5K/iSQCfR2OApb/r6BotZ1TVwlN6OupUmg5Okz6GhEb01qAfmpS18jZ5rs+mIO9fhpVg1W2XM856+2dOovdK0Vp+OeLNSe+lkrecFEpsEVq81H1wIVOWa0nsMl9KJ8c9rdbouuyD0htqn4V7H/xIxvYNnAVwtv1F28P57Ccb33M6nBebNnjmJIPUIUoyn9RGspQ6oo/dY9vtBLwtLCmtzz3m0vBJPhU3p2vn8XLIqVi8KpkJ9PiaSrWvt4xHLz6UrYyXJQk1Fwewj0WQaSxtBEnzMs6UfQKLk8YY1ImFmOAigCvtr9NopHjyuAG6s2yk/p1/1waMpSOU4cDqyV6SidThlWy+4J1LkoVlA7AetpxArI7Lrw9pfCrBEBNLTu0n26/kPj2rAek5ZoHOw7EmA69RFtD7vcxngvkzY7RyPGMkRZQaYabqzdOnYK0UvLDq4plo5ViUdeLSvOxPE8xL8xypozFmvIAMRqKu2Tteyhyg6dgHaG6eH1RGD6LvQM/p21cNKUV7VTS5/CjPEinUUtekjMSesjdF/CWqJ17fZScNWV6JXr9kQuiLHDnyOmhxrTpa6s7U2JKkb8HK06NW6iOoSfdFb3wibZK495U4qXw1VTGHdK1dwHYZXgOO0EnyQHekAcHymuFuXRo0/XqplNAHOUOeFk96elj5aXp6rbyUocgiJll2Kt9c2CqQKjtXb009o11LQcYrNYprz1uGyzRDQevn3INH049bHjL80yIrKZzlVhFygtCkcynxWnUttTNoK3ueD4GPD02drD1Hnj+tzE6hE1hTkyh9nyphXgl1JOqa7vV/skK5WbaEoGWj0fd1SvN9kSLs1IrAiq/p6rWVhvY5VuQkaiJ3a8UjSVdThfE8PLp3L1J5DtXuXuNoSurUYOmrLYeHPuPYo/O3JgkPJCdIfbqmU7f6GNelyzK48TUlfOXqXnJvI5HkcXwKJenhD9rvQHNDV5U0mjEiNSA0Qtd+DyXZ5wyqKZWJ1wsmRfCanh3wSYzSViCJntdfW1nIuB70laZ5eK6ttHQ5KVtDTtXlycPKUwv3qHZyUPW66NQMkoyX8XhJkRz/LqVmayLSVgNW/NTKwQtLmtfuT+vvM8xrGTQBo1RVuzDRbJtOnuveZ1hU13BoyytNV291OPnQvLrCEqQkby08Z5C1pFCrjFz5Vh00IrQIPaVesurg0Vlbk4enrlY53ueg1UmrP38m/Hcur5yKxronz8aoHCwPDY+qM2UgLYmXimuNV6m2sSYjXsayq3OL2LmEnxtjPC6pabiO3eIrC2SkvQ7gMqBLvgpGoq65gUM00jtvPKBrWLmMkcsrC55l4Cog1R8lDS1VKdp3Qoo0U/pj72ShSfEy3JNPCto95ghepp8p3z31Sal4vO1WAs+Ep01wyxgUh4rXNw9P/toKmkvCXmeJUjWNp15WGPW1PaTHOJ9U+xiNNTXSPtAyfR4jIfnZ8eYnQH9Q1On5Mm+iXJdIPaQ+6CsRptJxgrI6i0XwHtKR+XuW/lqdLYNlrg5S4s/lK79rErCMp6W1wix9e26S4/XYU65b+cr8UxPSUKoZYHF1a+nDU9CMn7IM/mnFSV2XZWjkrql5JtCFvg5T46cAACAASURBVCHhnVwA3/O1oKmuZLkURu++xS2+vEdC8mFO7yYfbmqG6yupaxOFF9bgzF3L5cnTe6T/EsleK6cPrHQp9YgsU1vmetozJVFbeaYmBInUpGk935yKJldeyginhZX219x9y/HF6zK0gJSDJrF7bGYew+6QsPLXhBPA1w9S9dbud5aqiMBIdPIBh2geIDe4cv2a1vG4Dl8DnzhkeF9YklZOkpd5pNJ4JPScft4iRE2/7lVHeK+l7k/W26uqyYWlVDTeCa1k4tPalP+WcVP2BmuC0gh6mrgGpN3/NEhhSqpK5fdVS8vWtZRku8qJR2tPadjVxtERiyvbVNNSpNSuXKdPZe3LyiUwEkn+ebiEhtw1vZU2y3mlqVUgV14fVYi8nspb0xXL35baQCPSlIqh5F5z0jePt+mOl9LFe9Px31rbQ/m0VHHa6q1kuU+QK2FvHn11/hbPlBBvbkVtXbd09kNDGnMtwy5vZ8vtktKXlg8oE/DRYlwNI5Hk/xq3ojmFcga97vxhlnR8S4ovcZUs1ZH2VYX0zTsnOVvXZDxNysyl4+SVW1lo5O+1KwwNzyqAltEpAhpidUPXPe1Q2lZyBTEEUm6ScFzLxeVjtGQlvgrJ3vIG8pA+QbZ7zvhq5TtDv8ls0wJVi31cQWMs3kd31DC/KesB8t97LO6QXjU5Q6hnAKU8KUrCNaSkNU5YJd4cpcitPkrijwHUJtaA7LMasaT53OrAq75KQaurNHhaeWpGQW1l3eeZplYC1jjOSfZDwuIbi4hLVGS58mTZC1qO7dLJX8VZAC9CQ/TkGcR9g2fHMTvwWZ4TVU7SKH0oFqSu1UIJuXrzS0nQfaVxT1wPSsofK9mX2gA4tGeipeWrG6mmkeokTZ2zLLgAlRJUPGOkb70s75WUV4tF/KtAzsg7UT4lZNv2leS1+ngwEkm+qfx1LLpFEbh0I6V7S4rIuX2lkJMKctIYR0rK0Yx0y5Kylzj7PPwST6F1o29nLtXJp+wiwOLqKWVU0/LQjLS5PHJhuThjIALNZVKG07UhyG8ZSA5KqWy8BJ/DwsrSmdlIJPmbcATgErpTJ6kTUiNyPb22jPESi0efyK/nVDEzEU/Ta6fSEgkMRYxeTxnP9aHSpDDkvffNp4QUUxK6lUYzqFp5aJO+/G0Zu1PxJMZA6oSUFMzjELS4q/Sw8YBrFTwbnvrWdyWSfAjhV0IIT4QQHmZht4YQPhhC+Gz7+cI2PIQQfimE8EgI4eMhhG8pqfxZEaZtehgCpQ1Vom9MSXh90Ffv601bsiLxpF9X2lWiRC3iiSu9bZZp49zKwYqX0rsPqUvvA83PXVOT8HBLjbJOiX5VaqOh78HT334VwOtF2NsBPBhjvAfAg+1vAPheAPe0f/cDeKevGs1tPdb+Imn+aCGG7aak3YhHJ69d04y50jtkaAwpdc3gr2uJZOpJX5p2SK+PTcDbznzFktKvy2fnWenw1SDPl6c7YnEJqbHD66JhSCLyrK49wt66CF66VEL5vbaKOJAdXzHGPwLwlAh+I4B3td/fBeD7WPivxQZ/DOCWEMLt+WpEHKJxoSTvmn2kO2RuWeuB9lA0KcLSm2vLcO+A52lSWOXEMhZs0/31nZCsycwKS6nxcioiOXnOxDVCjiOGNvSmkPKW8ZLnuiYAq07rtgusejPUS2KMXwKA9vPFbfgd6ARyALjQhi0ghHB/COGhEMJDFy9OcQXNS0MmaAhe+sham6G8PrRanNKHonk8yHDAngT4dS1+KVapKhligG+rhL6qiVUazGU/4cQupXmOlLdWTl04xmdiuUrK8JxrdC6PPiRs+cmvGqn+N134ksbQzzwoYVEJQ4zxgRjj+Rjj+XPnbsIU3TGacocXLYWGWg718bHVpKPc4FuHhLqMZDlEnFWmHwtWPdlpni5STehJp00iPL8xEnwOXkeJkrxK03j23azCRz+LFUvyXyE1TPv5RBt+AcCdLN7LADyez+4mXAXwNJqOeYTuvAYN3AijWdlzs70141uQXjCc6CX5r4LovTrTUunN4zW0DoydfHIuqyXpOTRVn/Ti0fqbDLfKknaAbYQ1Xoe4n9KNSzl1kJWfVtdBVgUrluTfB+C+9vt9AN7Lwt/Setm8BsAzpNZJI+AcGr3OIYAzbailk7N86fl1K35qh50FS02Tii/TyD8PLPc4qwyuwuLt4pUEZbnrwrYS0BCwVoNWX7EkfG01IOOl+sFJfAa5fTTc3bHkGJShMVPKLnleWT/5EMJvAngdgNtCCBcA/BSAnwXwnhDCWwF8AcAPttHfD+ANAB5Bo2L/IV81JriCxk+eNkVN0XRQehD8VDcpxUiJP+VVY21DLnmAGtF7BlkqXEPOwMbz43l6z9ToU64XnvvrE3fXkVIJptSDy3hnjX0lNQQsQ6m2qUoS+rK+7avAHjDcZqgY45uNS9+lxI0A3uYrmmOGPcy/wVxK6lrjE6iTyg1Tq5x5c8RkSU9STyrJehkXRjlYpSuotsRfFaGX5HsSCd6jp18X+W67GyuHdTRCSriT58V4VTRDotcz2JDhtSeewxGAZ1gIHXEAdMul6+y6bBQ+MQDzsy+tDK4r11PI6WKlgSylopFx5BLZWjJ7PCZ4HpZ0R0s+fi61R+3kgUfts83GP2DYensM9utsp74CxiZR2j4efbrHwNq3jL4o0fNbGMmYez4O0ex4PcD8SZTUcORWySVfrqvaY/H3Mf8Gek0f73kgHlLN6Tmlscwick8ZlkpIxpdxeNto16w/C9o1LY18Vlr9rPw2CW3AD0mAlpGVt71XTz5kvXZJbWaRYymRl8TPOW8s27Z9J6CRnF1zNLfZiVQ2fJfedfZderRQfI5cg5bqq5fReVKc1IRgSVNDDTypr5dlazp+C1p9PKorXg9v2m1E6aRlTZpDlJVaFWir4YpFjEkX3wcjIfmbsI/mvbSkTiBS1yQqSy8vJSNuaJVpUnq4HGhwWIOzlAR5niXpJEEDtpEoVSdNLbUK6XpbSEQb1KtebaxKRVMinIxtRdUHKQl+HWS96nL6SPMjIfkZTqM5K750R1uXgx1/nQf+9CWyvgPMKo+8k/qCT2TbQs6rwjrIzyrDcz7KMv07ZbjfNWzKBXLTGAnJ34THATzJQiZYdKHkOnkurQOLKgcp3a7rXIu+pLgKSU7m2UfKOOkEDwz3bFIG6pTKjiN3iJcnnix7W7Bug/QyxwF70i4t9W+Xd03AIRqjKxlecx12D+UNtKz1fNvh7XgVi9AM6UPmndKbezGEh0jFeJD1rBnKT349mMx5w/AXh0ifVd6JjzDvOcJ96zfh69oXqVXIpjCS2X+0SD0jq+0sIycJLHJQr+MZbIuP/CbGxDo4ZClpftskeTK2kppGg1dfPwaSLEHOH38o8MkvtSuY12UkHWTjsPY8WHsYViHx90GuHmMRKsaMVQqJy6iEvBjJGL6GS2hUNZoEn4LsxF6d5bJIDZ6SRvW4sA3xkEhaTJ3hYy31R9JJNgrLtx1YJH5ptPaQKLX70ITr2YBWn28aq1R/rUO1NhJ1zWI3s44D5i6C2oCwwleFocrK+dGvCp4TOaukp8PjFlsaX3MFXtbzynLNreTuQx/hcF0umx6M5DkHnEbXMCl1Te7c5pKZcZmHULJD1JMXz3MIpE7YK9E1plYXXh/sk2gIlLtYvROld5driSFYuz6SgV+EbayzB6taxRFG0m4N1chX/nHw3a3WtRxWSTZDby/vC89LFlJHMWvQ1Dh9iOUkQpJ9anKU13KT6LICxljsBmPHGISUZZ7TSNQ1NzBFczYx7XgFbH21dYJcyqgoZ8u+p1Rqxw7QZ1//+GWR2yQmSUDuit3D/FHOPP4R7AnAexxD7tzusSxrh8AyxzZY6eR4SPU163lo/YDbDEYi7S1gLJPQurz15JiQzhJzZTsbZyQk37lN8j+6B8/O1RSZaXFzGHJ5vUrkJirPBpsZdK8aCvfoF6UbqAe7RO6EUr92gqfNpLFXKyv3nK2jDDZF9Dlhy9N/dw2lBynmMBKSD8cPm0svOTWBPC9dInf+fAq5OGPpdLlNY3LwWuocSeTW/VkDUnqT1CMR8vC0t4W+7ap5BdF3T55yUlh2cvCspk9aH+JjcYruRF1+vaRNRkLyk+Mdr7LD0M2mbso66D8lgXp01yl4JS+pcvIOiJQqxELJwVpcLSMleStfbWOaVV5KfVMxTniekbanY5nnmhoPJ7m/uM6ecpLJSEi+qa+csQCbvHk6ObNpUmoqXwtDdLK++lmKu4zRJ+dOWnp/msHWm9dJHrDbhCFUNtpqIece7NkvcpLgUY96MRqSfwbAZTS6eX6sAT1wOnpYegRIvb1EjiTH3qG0VYqX+OWyTzvRcEz+vNsEa4Umfd1L85Okt8r+uSo9vHb/qRWell6LO2YD8ZgxEpJvHufQZOMhQ6vTjIn8UxK0BUnelu6+Enw/pFZoQ3hZ5Qgt1W+tzU/eemgkq0nafepXQtK7SOhe54ScumbGM8tgJCR/E06jeWkIvbqPDh+jG+USrLx5rlPOEdiyR7COifxT8OjYK8aLPfFJKDV4DmGg5b+lgZ3D49pJeZXatMYkxW/b6nckJH8DwOp3fi2DMdZpSFSd6LiQItDUqsFykfSCTyApqXMZSd1bJ+/GsHXA48whMZbJYCQkf3S8CWrZZe+Q2HT568RJutdtRB+feI4SSdpaRQwFSw00FqQ275WQ9hgIHnC0cQjhV0IIT4QQHmZhPx1C+GII4WPt3xvYtXeEEB4JIXwmhPD3B6vIBrDMlvGhIbexj6VeFeOCpkaR1zeNsfdhuSlzyBexLHvfcxtDjxIRRZk5/CqA1yvhvxBjvLf9ez8AhBBeBeBNAL6hTfOfQwiuCY3eCMUbQfOZ30THWJUHgkXcluFM/lVUeJFaJdf+5MeypF/S1tl9CE5iykaLMf4RgKd82eGNAN4dY7wWY/wrAI8AeLUzLfYwf54Kh/QUSW1yGssyqS/qgKtYBayVYF/pcpl+uu1jFMgTfupaadupu1ydjbiMkPojIYSPt+qcF7ZhdwB4jMW50IYVVWSMHcCSvEv/CJpkXsm9YpWw+lzfvjeE2sHCNglrfTzZSgzUJPxyIXjizcQfbQHvBPA3AdwL4EsAfq4ND0rcqGUQQrg/hPBQCOGhixevZo8fKEVO0ud/q4IcQJXEKyp8GFIP3hcWT6yLPyRoB/zxTvgBdfILiDF+JcY4jTHOAPxXdCqZCwDuZFFfBuBxI48HYoznY4znz507NMvynEC5rM58WeL3SEaV4CvGjm3rx9pYzY3hkrHtMbzmJqKS3ekSXDhUj2pxPoxe/BhCuJ39/H4A5HnzPgBvCiGcCiG8AsA9AP7EkSOA4WfFPjtF+0AaTasXTMWuYkz9WSNfHmYJbznpXAuzJo8cp6xiF/+xK6dzBsn6yYcQfhPA6wDcFkK4AOCnALwuhHAvGlXMowB+GABijJ8MIbwHwKfQ7HB6W4zRUZU9c9bk56vIjPgGBWszD0+3qiXgmHz7KyqGhqdPj4n8gfJxvoqjPrz55PT2/JO8EAHoJzoqyJJ8jPHNSvAvJ+L/DICf8RVPCDgAjo8bpmMN9tEdWXBdSZUj13Xp9FLbuSsqtgWyH3uOFBjTcQObhJfQ+7YVN7qWcs1IdrwGnEVD8hxcF0U3ph0rLG+6hNxLTnW0UAm+YhcgjzPwHkQ2hGdO6Zk8q4TH8yeVRnuZUaqNSFPBiZzSDNEWIyH5I/a/gWZwTb2VSKpoUvEpzhgs+BUVY0Lq+IRlzqvJYdVHKQwJrvPPXU8d4ZBzvcxuBnUuH0ZC8tfwZTQ7rq5DJ2xS23hIX0PuRSJjkCAqKsaAMY2DMY3LZXX1kvDlOx34abqpOkiJP4eRkHzjSq85/RNIWpezowaP26VEaUcaU+erqFgVcqdcrhq7PsZSwqdU9ZCDidPeeoyRkPzzcRZXsI95VQtXpxyJcAJvAInccqov6uamil3GOg4420bytrz7UvEtYdXK29MuM7SOKEO5UK4LcuOF54UffTvcEMbWioqTBilZbiNRD4k+58VbnJXavEXtvOBK7tzxOhKSn+JJAE+iec/rNdj19+itLL96GGGl0DwDKip2HdbuVy/ZaypOK49tUYeWvomO2xg99zdF50rO85hYBSoYCckDVzBP7Pw1gMC8O6W2WYpLGes6T6KSe0WF/yUgqWt9vHrGhHXvfC3BSEj+efh6AF9Gd6b8ZcwTv7Y0Iv289Jv3nAq3jERfyb2iQkfJ2KBjP6RUmzovZ4yE34fg5X2Uqn5K+GskJD/FVWDB8Ar2XXv/q9w4wOOnS1sOqQ5ZUVHhgzV2xkjkKeScPjQCX0YdNV34ksZISP4GHkNzED1J7oftd75piazKKWLVpP3U71JUUt8+eJ75tpxdvquQu22B7SH7vn2HE32vPLZLJz/FHQCeAXAaHZFPAFxtY2i7YYH0fQ6lkpFv0alEvznw3YTeJW4l8O2ApqZJnZ8zFuOsV0UswVVVJS6UpRgJyZ86vtGU3zth3YN2LJ1p1+HxQ5ZHwVbsNuQhhFLI2qRx1tv/5CQghcbe2C51zVP4PBp1zVU0Urs8H8I8OH9FSEkQ8lqV7PMoJfCK3UbfcTMmdU7uDBsLGqfk8ljmXjfdTi32cRqNHp4bX3PYBCnwN+ZUgvehbjyr0LDsS3XGMvbG3r9HIsmfwhk8t3DUcA7raNzqSZOGR61WJfQKib5jaSRSaRE23f9HQvJxzsrsfZBD+LwvA7l03NVJIOUitukOXLH78O4w39QEMPYxMBKSD8c6d+0lICmsk+BTRL4LBG+9dnHsnbhit+EdW5rQNQbJX9Pdy7rlPHSWeaH6GNpAhYdYNiHBj7bBBoDcwFFRsS3YE3/A+MZq7oDFPm+k8mA0krzc5LQukjnpJ1JKKaNK7RXbBmuFvS6St7xs+njMaHsDuFs55VlybyOZ7PYwwfxh+N5NLqU3zcmsD6HtglqGo6pjKjaBZT1rOHIq1E2NWflODA7PqxRLD3SzMBJJvnGf5G+G8kA7z8abxiu9pySEXSP8iop1ISd5DzW2Sl5Kvgw8x5/zeCW+8qYt0EliI5Hkmw1QY3Sr0nR88gUnFRUVy4PvQZGQ+nbtureMMaFERc21ECWcNxJJfoop3C862Qg0Y84mO0zf3XYVFduI1Fjr837mZfPgSL3VqaQeqZMq1fo5B3/23kIId4YQ/jCE8OkQwidDCD/aht8aQvhgCOGz7ecL2/AQQvilEMIjIYSPhxC+xVMNmp1yLpTy7JJNkdymJYKqS6846ZCS/bK7Z/uOaUsCt/TxBF5/z4RQqmrm5eRwA8CPxxhfCeA1AN4WQngVgLcDeDDGeA+AB9vfAPC9AO5p/+4H8E5PRbz+8WPwhPHUc6xuXBUVm4ClarFcHr0vtJZ/Ml/rD+KTv8DES/gT+IQtzQCrvTREQmuDPvyXbcsY45dijB9tv18C8GkAdwB4I4B3tdHeBeD72u9vBPBrscEfA7glhHB7rpw+UmluplwVtA5jYdMSf0XFGGARp0XOXmjSvFSpamV7hLAc4Zfwj6aKKcXCCb1O/XaRoBlCuBvANwP4EICXxBi/BDQTAYAXt9HuQHOgJOFCG5YFvdd126Rfy9+1oqLCD0sqz6UB8mOw5GgES/K3UGIwteqTy0eqdmZWJgrchtcQwvMB/DaAH4sxPhtCMKMqYVHJ73406hzcddfze3mubPrsGkIl9IqKeUhp2jq62yLp3JEEWjoZP5V+aEHSepGRR9fu0cvPWJxj7xon8bjuNYSwj4bgfz3G+Dtt8FdIDdN+PtGGXwBwJ0v+MgCPyzxjjA/EGM/HGM+fO3cwd3aNBU3/VUrwQxorK7lX7Bo01YfUY2vSbUryzRGxpavP1XOsK375fuoUUgQvVyILk4fz2F6Pd00A8MsAPh1j/Hl26X0A7mu/3wfgvSz8La2XzWsAPENqHRuT43Pkc6/zK2lAu7RhUCI5VFRYGLLfLJuX9tYlnremAjmp/d776tG+PCUngIU8B3wz1GsB/DMAnwghfKwN+wkAPwvgPSGEtwL4AoAfbK+9H8AbADwC4AqAH8oXMetlRM2dO5O6vuyKwDIiVWwnOIGVqg6GKr8UVr1WvTlwXWWNHSV7VSx+ybUf57AFSX6oF3nHGP8vdD07AHyXEj8CeJuveMLenC6e37i8Se01clMsShlaegslBF+JfL2g55oiYY5lXg+37G7KdWOs9Tpp8BxQZunsLa8fq5w5qX673vHa2GVTmxtokB9blgVSbk6eMAuV1OdhTaYyDox42jXLSCeve0itEl/FmOHdBcvJfF+EuTNrMRKS3zt+v6svdoO+BJxS1UiS8ZDSMvCQ5iqgScj8GoeUoK3755tJeLwUcWv1qqjYBpQcSibjetwy+WFmpWVzjITko9ogfCsvhyUhphrDK71bxOT1s5VxPSqGTRGbV0Iuqfu6dcQVFetGqeOGR3cvj0zX4hLxl9ovR0PyV9Fs4KIbIF9QTaduSfIa0acaI7f5IAUvcVWCq6jYfvTxyOOv0OyTlnMHP8DxmOcu+/IaCQeFORdKuUNsGZdHTTXTx5On6uYrKk4WVvm2tByfyHNu1HNytsvwGnCAeQPDELOP1gZ9d8mOZDasqKhYMUp2rJbkBZTziHz73QTAQWE+I+GuhnKP2j963+uyxxVYei1aQnlPkauoqDgZWDUXlB5pzLUOJPwe734948tjJJJ85+tOahs5+2gSeM4zRfOvX3YTVEVFxe5gFaSeyrOPJA90Qu+cCsl5rMFISH7vmNwJHgMql/ZzbkbWpqi+lvKKiorNYyyr8Fw9NHLXTqXU7ADytX8TmSiDkZB8mJPg5c1ILxtO6HzHq7xGqMRcsU54dln3iVuSNiXULHvmk/eokJOCIe7bc3QGl+RLTqEcCcnPv1VdU8n08XOXWKaD8zw8sI5fqNAh24e7n2luaNY2cX59k6RTUvaQ3mOea0MbE08qvO0w1E7tBZ38dknyNxaONCBi5+QPdIOb79jk4TwuYROdMjXAvBNA7tweWdY0E8+qW04aXFf7WWd/9CGrSkQVq8IQ5O7Jg5xC9rBoUyzR7Y+E5OfPpNHehbgPP+HkpHkN65CyU6TlIbLcvff1691GshxrvSp2B8v0MYuEvWNYczxZsFlul7pmiqcAXEVD5gdo6n+AxdcYDrEEXfYsCDmrVjVMxdixKXXhSZiMPccF59JwcqeDGC3b5PGeotPD1G9NaG6Db93lV3K+7Ju4iUrwFduEkrPPhy5X7jKvY8bGKnbWj0SSP8AhgLNoXD8vY1HXvnCWsvJbwpJeSg4bs/LVvq8S2v1r5UuVlkx3EiSrijQ23Qc2XX4fpE5UteCR4Hk8uT+IH2fAr9N+Im9DjoTkI06h8+3XdoXllpvLvDRkU8f9lsA7sVjGy1y6ioqKefQ9UdU7zrxjkxte5+JuF8lfPdZD0Sx1vf2k82y4GocbaLmUaknoUrLVoD28sRN/RUXFMBhC5Wtxbm4jlBYudfJcT3+M7TqgrCP0A/Z5DfOSOM1oVqNpRxKXrghkei/qhFCxavD+vInVZ6pMqc4oea3dtiInSOfIXboop95fwcOPyd75lqWRkPwebt4HbjkCTmHR6Z9mspTkbm2Y0aR773KqxEC0i524YnzwEMG6yk9d37bxsKwq0+sTz7/ztqJwfhLvPvsEcKzSPt3+bdkBZRHYBw6PumM0D9DcEL1IZB/zEoKUyDXfeGvjEZRwDVWFU1GxnVjHJOP1eefYE9fl3hbpLrmnXDv+7rzJkUy4Dclzlc0q0ceFq/SI0IqKis1BG6/bOH5TjhRbZngNwFng7DONG+VpdH61tEEKmJfMuSpGSuxDb/yw7ABjQ4l7V0XFScOyxwz0SWttepLfpZqLbJOkriGHlH0WvrCpyMBISH7WqGvQ3MAhOnLfR7f79Tr8mzqs63108tvkerhNda2oGAtWcYSBlrdG7DxcxuXqmoP2O+nl8QJf/bIkH0K4E8CvAXgpGo58IMb4H0MIPw3gXwC42Eb9iRjj+9s07wDwVjQ8+S9jjB9IlxKBWXcDpLI5ROc7fxXdDRPxE/huOhkuDdDWkk2T/J3G69Hs4PPWt6JiCPAVc5/Vs7ZpL3XiaIqIV73RT95rDikJPnWdxjBJ8iT0TtEQ+yGAW9BoPHCLoyLwSfI3APx4jPGjIYSzAD4SQvhge+0XYoz/gUcOIbwKwJsAfAOAvwHgf4YQ/naMMdEHJsDXA5PLwLmvApfQkTmdREmS/BEawgfm3bW0l3NbRxSnOuOQeruxkH9FxdDw7qrOHQk9VpSoPXM+71qe3OjKhVGN5M+i4aXTbZpjknciS/Ixxi8B+FL7/VII4dMA7kgkeSOAd8cYrwH4qxDCIwBeDeD/2UmOminqDuClX21I/FL7Rzd9BYskT+Bkrh05LMnWesuUF9YRAxUVq8Yu9rucBM/jrRvLHGGQ8q6RziVcSwF0Go19ADe3Ybe24S9HS8B/11e3Ip18COFuAN8M4EMAXgvgR0IIbwHwEBpp/2tt+X/Mkl2AMimEEO4HcD8A3HXXIXAvgKebGeosGjKfoSH6KRof0X0sEjwwf+68PFNde43gKiR5TWLZpYG4bdCkySEM8kMb9fvWIQXv+wRK3mHgdW7wEPEYbV3WBi6vM0MpyU+g6+S5RE9q61NtGEnyZ9EQvlecd5N8COH5AH4bwI/FGJ8NIbwTwL8FENvPnwPwzwEEJXlcCIjxAQAPAMD583dFvOUx4Cng3ivAvX8OPPsc8DSAz6M5sOwKGoI/an8D88RORM9JnodxyHgcWlxg/oHzMB6nBH2IInU8wyYITC7R+760xIJXuvOoBKy8NqnnXTXGVP917tDVdgZbhF1C4rl+ZpG6trNVqmuI9A/QqW/OoJHcieTPoZHq/w6A8EoMqpNHCGEfDcH/eozxdwAgxvgVHllwrQAABcZJREFUdv2/Avi99ucFAHey5C8D8Hi6hOc1ZxiQr+I5YPLcvOGVGuQQ3UM5asOvt795JyLvIktyL1HleJEi/z6d3MpHhm0jZHsMTQJWO+XCxwjZr3h4qt5autyxCKkNgH1OYtxGeCdGzVNGmwwmShwZfyLCD9GQ/D4aCf4MGun9DIDwCjSaj6/31dPjXRMA/DKAT8cYf56F397q6wHg+wE83H5/H4DfCCH8PBrD6z0A/iRdyg3gu78fwPOBf/TbwHNXcOYKcGYfePFFNCK8JqaDhR9h0W9UjmiuuLdGDsUvGQU8HY+XYi3vKEmxkRRRPOWvWqQqmZn61sUz05XOtMuylvUsNIa1ytYYWIqgq5id+j6XEolDm6G0a5a4XRKP4npmo1ScnE5KW8rKeOTkzvPj90OiO1fCH7DrZ9G5Gh6cRiO+vxXAi9A4PL4pc4NAiHFBkzIfIYRvB/B/AHyCVe8nALwZzXwSATwK4IeJ9EMIP4lGdXMDjXrnv2fKuIhGC/PVbI13G7ehtkFtgwa1HWobAPk2eHmM8VwqgyzJrwshhIdijOc3XY9NorZBbQNCbYfaBsAwbbDLqrWKioqKE49K8hUVFRU7jDGR/AObrsAIUNugtgGhtkNtA2CANhiNTr6ioqKiYniMSZKvqKioqBgYGyf5EMLrQwifCSE8EkJ4+6brs0qEEH4lhPBECOFhFnZrCOGDIYTPtp8vbMNDCOGX2nb5eAjhWzZX8+EQQrgzhPCHIYRPhxA+GUL40Tb8xLRDCOEwhPAnIYQ/a9vg37ThrwghfKhtg98KIRy04afa34+01+/eZP2HRAhhEkL40xDC77W/T2IbPBpC+EQI4WMhhIfasMHGw0ZJPoQwAfCfAHwvgFcBeHN7iuWu4lcBvF6EvR3AgzHGewA82P4Gmja5p/27H8A711THVYNONX0lgNcAeFv7zE9SO1wD8J0xxm9Cs9fk9SGE1wD4d2hOdr0HwNfQ7HpB+/m1GOPfAvALbbxdwY8C+DT7fRLbAAC+I8Z4L3OXHG48xBg39gfg2wB8gP1+B4B3bLJOa7jnuwE8zH5/BsDt7ffbAXym/f5fALxZi7dLfwDeC+C7T2o7oNm1/lEA34pm08tNbfjx2ADwAQDf1n6/qY0XNl33Ae79ZS2BfSeaY1HCSWuD9n4eBXCbCBtsPGxaXXMHgMfYb/XEyh3HS2K7U7j9fHEbvvNtI041PVHt0KopPgbgCQAfBPCXAJ6OMd5oo/D7PG6D9vozaPa1bzt+EcC/QreT/kU4eW0ANKcG/H4I4SPt6bzAgONh06//c51YeUKx022jnGpqRlXCtr4dYvMSnXtDCLcA+F0Ar9SitZ871wYhhH8A4IkY40dCCK+jYCXqzrYBw2tjjI+HEF4M4IMhhD9PxC1uh01L8j1OrNw5fCWEcDvQHPqGRrIDdrhttFNNcQLbAQBijE8D+F9o7BO3hBBI8OL3edwG7fUXAHhqvTUdHK8F8A9DCI8CeDcalc0v4mS1AQAgxvh4+/kEmgn/1RhwPGya5D8M4J7Won6A5ki19224TuvG+wDc136/D42OmsLf0lrTXwPgmdid+rm1CEE/1RQnqB1CCOdaCR4hhOcB+HtojI9/COAH2miyDahtfgDAH8RWIbutiDG+I8b4shjj3WjG/R/EGP8pTlAbAEAI4UxoXquKEMIZAN+D5kTf4cbDCIwObwDwF2h0kj+56fqs+F5/E82rFI/QzMh0ZuiDAD7bft7axg1oPI/+Es0JoOc3Xf+B2uDb0SwvPw7gY+3fG05SOwD4RgB/2rbBwwD+dRv+dWiO5X4EwH8DcKoNP2x/P9Je/7pN38PA7fE6AL93Etugvd8/a/8+SRw45HioO14rKioqdhibVtdUVFRUVKwQleQrKioqdhiV5CsqKip2GJXkKyoqKnYYleQrKioqdhiV5CsqKip2GJXkKyoqKnYYleQrKioqdhj/Hy/bvsRtOHC6AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "################################测试\n",
    "\n",
    "model.load_weights(\"./weight\")\n",
    "left_images, right_images ,left_deep = next(trainset)\n",
    "lr_disp = model(left_images, training=False)\n",
    "left_disp, right_disp = split_lr_disp(lr_disp)\n",
    "\n",
    "for i in range (batch_size):\n",
    "#     show_single_image(left_images[i])\n",
    "#     show_single_image(right_images[i])\n",
    "    show_single_image(tf.squeeze(left_deep[i]))\n",
    "#     show_single_image(tf.squeeze(right_deep[i]))\n",
    "    show_single_image(tf.squeeze(left_disp[0][i]))\n",
    "\n",
    "#     show_single_image(tf.where((c+ 0.7)>1,1,(c+ 0.7)))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
